{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Python Seaborn Tutorial for Beginners"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What is Seaborn?\n",
    "\n",
    "- Python Data Visualization Library - based on MatPlotLib (see previous tutorials)\n",
    "- Used for plotting statistical graphs, identifying trends, relationships & outliers\n",
    "- In my opinion, Seaborn is easier & faster to use (less code) Vs MatPlotLib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 1,
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visual representation of Seaborn\n",
    "\n",
    "import os\n",
    "from IPython.display import Image\n",
    "PATH = \"F:\\\\Github\\\\Python tutorials\\\\Introduction to Seaborn\\\\\"\n",
    "Image(filename = PATH + \"Seaborn.png\", width=900, height=900)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial Overview\n",
    "\n",
    "- What is Seaborn and how/why it's used\n",
    "\n",
    "\n",
    "- Trend Plots:\n",
    "    - Line Plots\n",
    "    \n",
    "    \n",
    "- Summary Plots:\n",
    "    - Bar Plots\n",
    "    \n",
    "    \n",
    "- Distribution of Data:\n",
    "    - Histogram\n",
    "    - Box Plots\n",
    "    \n",
    "    \n",
    "- Relationship Plots\n",
    "    - Scatter Plots\n",
    "    - lmplot (combo of regplot() and FacetGrid)\n",
    "    \n",
    "    \n",
    "- Holistic views / Combo:\n",
    "    - Sub Plots\n",
    "    - Pair Plots\n",
    "    - Join Plots\n",
    "    \n",
    "    \n",
    "- Correlation / Relationships:\n",
    "    - Heat Maps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tutorial Overview by video\n",
    "\n",
    "\n",
    "### Video 1:\n",
    "1. What is seaborn and how/why it's used\n",
    "2. Line Plots\n",
    "3. Bar Plots\n",
    "4. Histogram\n",
    "\n",
    "### Video 2:\n",
    "5. Box Plots\n",
    "6. Scatter Plots\n",
    "7. lmplot (combo of regplot() and FacetGrid)\n",
    "\n",
    "### Video 3:\n",
    "8. Sub Plots\n",
    "9. Pair Plots\n",
    "10. Join Plots\n",
    "11. Heat Maps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing / Installing packages\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Packages / libraries\n",
    "import os #provides functions for interacting with the operating system\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "# To install seaborn type \"pip install seaborn\" to the anaconda terminal\n",
    "\n",
    "# import sys\n",
    "# !conda list Check the packages installed\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading the Raw Data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading the data\n",
    "\n",
    "\n",
    "# runs all the data\n",
    "\n",
    "\n",
    "#runs the first 5 rows\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Line Gragh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Simple 1 line graph\n",
    "# Assuming we want to investigate the Revenue by Date\n",
    "\n",
    "\n",
    "\n",
    "# Notes: error bands show the confidence interval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Adding Categories\n",
    "\n",
    "# By Promo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - By Promo with style\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - By Promo with style & Increase the size & Remove error bars\n",
    "\n",
    "# increase the size\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 5 - By Promo with style & Increase the size & Remove error bars & adding markers & by month\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 6 - By Day_Name with style & Increase the size & Remove error bars & adding markers & by month\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 7 - By Year with style & Increase the size & Remove error bars & adding markers & by month\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LinePlot Documentation\n",
    "https://seaborn.pydata.org/generated/seaborn.lineplot.html "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Bar Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Total Revenue by Month\n",
    "\n",
    "\n",
    "\n",
    "# Notes: \n",
    "# 1 - the lines signify the confidence interval\n",
    "# 2 - Takes mean by default\n",
    "\n",
    "# create a df with the mean values\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Total Revenue by Month - Remove the Confidence Interval\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - Total Revenue by Month - Remove the Confidence Interval - By Promo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - Total Revenue by Month - Remove the Confidence Interval - By Promo - Changing direction\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 5 - Total Revenue by Month - Remove the Confidence Interval - By Promo - Changing direction - Changing Colour\n",
    "\n",
    "\n",
    "# Cool Way to pick colours\n",
    "# https://htmlcolorcodes.com/color-picker/\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Investigating the distribution of Revenue\n",
    "\n",
    "\n",
    "\n",
    "# As you can see, it's a bit imbalance. Right skewd distribution as the mean is to the right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Investigating the distribution of Revenue, adding the mean\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Calculating the mean\n",
    "\n",
    "#ploting the mean\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - Investigating the distribution of Visitors, adding the mean\n",
    "\n",
    "\n",
    "\n",
    "# Calculating the mean\n",
    "\n",
    "\n",
    "#ploting the mean\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Investigating the distribution of Revenue\n",
    "\n",
    "\n",
    "\n",
    "# Notes:\n",
    "# The line signifies the median\n",
    "# The box in the middle show the beginning of Q1 (25th percentile) and the end of the Q3 (75th percentile)\n",
    "# The whiskers (left - right) show the minimum quartile and maximum quartile\n",
    "# The dots on the right are \"outliers\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "image/png": {
       "height": 900,
       "width": 900
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# More Details\n",
    "\n",
    "PATH = \"F:\\\\Github\\\\Python tutorials\\\\Introduction to Seaborn\\\\\"\n",
    "Image(filename = PATH + \"Seaborn boxplot.png\", width=900, height=900)\n",
    "\n",
    "# More details here: https://towardsdatascience.com/understanding-boxplots-5e2df7bcbd51\n",
    "# Credits: Michael Galarnyk\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Investigating the distribution of Revenue by Day\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - Investigating the distribution of Revenue by Day - Horizontal - change color\n",
    "\n",
    "\n",
    "\n",
    "# Cool Way to pick colours\n",
    "# https://htmlcolorcodes.com/color-picker/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - Investigating the distribution of Revenue by Day - changing color - adding hue\n",
    "\n",
    "\n",
    "\n",
    "# Cool Way to pick colours\n",
    "# https://htmlcolorcodes.com/color-picker/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 5 - Investigating the distribution of Revenue by Day - by color - by data points\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### More on Boxplots here:\n",
    "https://seaborn.pydata.org/generated/seaborn.boxplot.html#seaborn.boxplot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. ScatterPlots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Relationship between Marketing Spend and Revenue\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Relationship between Marketing Spend and Revenue - changing color, hue & Style\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - Relationship between Marketing Spend and Revenue - changing color & hue - adding size\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - Relationship between Marketing Spend and Revenue - changing color & hue - adding size - by day\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. lmPlots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Relationship between Marketing Spend and Revenue\n",
    "\n",
    "\n",
    "\n",
    "# Notes:\n",
    "# What is Linear Regression: It is a predictive statistical method for modelling the relationship between x (independent variable) & y (dependent V).\n",
    "# How it works (cost function MSE): https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Relationship between Marketing Spend and Revenue - changing color, hue & Style\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - Relationship between Marketing Spend and Revenue - by column\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - Relationship between Marketing Spend and Revenue - by column - by day - add Jitter too\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 8. SubPlots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set up the matplotlib figure\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# plot 1\n",
    "\n",
    "\n",
    "# plot 2\n",
    "\n",
    "\n",
    "# plot 3\n",
    "\n",
    "\n",
    "# plot 4\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 9. Pairplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - running on all dataframe - green color\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - running on specific columns - green color\n",
    "\n",
    "\n",
    "# Cool Way to pick colours\n",
    "# https://htmlcolorcodes.com/color-picker/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 3 - running on specific columns - adding hue\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 4 - running on specific columns - adding hue - adding kind = reg\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### More on Pairplots:\n",
    "https://seaborn.pydata.org/generated/seaborn.pairplot.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 10. JoinPlots\n",
    "#### Draw a plot of two variables with bivariate and univariate graphs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Revenue vs marketing Spend Relationship with \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 11. Heat Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First we need to create a \"Dataset\" to display on a Heatmap - we will use a correlation dataset\n",
    "# .corr() is used to find the pairwise correlation of all columns in the dataframe. Any null values are automatically excluded\n",
    "# The closer to 1 or -1 the better. As one variable increases, the other variable tends to also increase / decrease\n",
    "# More Info here: https://statisticsbyjim.com/basics/correlations/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 1 - Heatmap for PC\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example 2 - Heatmap for PC - changing cmap\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Examples:\n",
    "# cmap=\"YlGnBu\"\n",
    "# cmap=\"Blues\"\n",
    "# cmap=\"BuPu\"\n",
    "# cmap=\"Greens\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### More details for Heatmaps here:\n",
    "https://seaborn.pydata.org/generated/seaborn.heatmap.html"
   ]
  }
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